Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	7211
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	845.2 KiB
Average record size in memory	120.0 B

Variable types

Numeric	15

Alerts

`TIME` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `TIME` and 13 other fields	High correlation
`T1` is highly correlated with `TIME` and 13 other fields	High correlation
`T2` is highly correlated with `TIME` and 13 other fields	High correlation
`T3` is highly correlated with `TIME` and 13 other fields	High correlation
`T4` is highly correlated with `TIME` and 13 other fields	High correlation
`T5` is highly correlated with `TIME` and 13 other fields	High correlation
`T6` is highly correlated with `TIME` and 13 other fields	High correlation
`T7` is highly correlated with `TIME` and 13 other fields	High correlation
`T8` is highly correlated with `TIME` and 13 other fields	High correlation
`T9` is highly correlated with `TIME` and 13 other fields	High correlation
`T10` is highly correlated with `TIME` and 13 other fields	High correlation
`T11` is highly correlated with `TIME` and 13 other fields	High correlation
`T12` is highly correlated with `TIME` and 13 other fields	High correlation
`Z` is highly correlated with `TIME` and 13 other fields	High correlation
`TIME` is uniformly distributed	Uniform
`TIME` has unique values	Unique
`S` has 1533 (21.3%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:26:30.506414
Analysis finished	2022-11-11 03:26:43.038469
Duration	12.53 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

TIME
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	7211
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.4166667

Minimum	0
Maximum	600.8333333
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	0
5-th percentile	30.04166667
Q1	150.2083333
median	300.4166667
Q3	450.625
95-th percentile	570.7916667
Maximum	600.8333333
Range	600.8333333
Interquartile range (IQR)	300.4166667

Descriptive statistics

Standard deviation	173.4817273
Coefficient of variation (CV)	0.5774703823
Kurtosis	-1.2
Mean	300.4166667
Median Absolute Deviation (MAD)	150.25
Skewness	-2.02728154 × 10^-16
Sum	2166304.583
Variance	30095.90972
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
403.6666667	1	< 0.1%
401.1666667	1	< 0.1%
401.0833333	1	< 0.1%
401	1	< 0.1%
400.9166667	1	< 0.1%
400.8333333	1	< 0.1%
400.75	1	< 0.1%
400.6666667	1	< 0.1%
400.5833333	1	< 0.1%
Other values (7201)	7201	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
600.8333333	1	< 0.1%
600.75	1	< 0.1%
600.6666667	1	< 0.1%
600.5833333	1	< 0.1%
600.5	1	< 0.1%
600.4166667	1	< 0.1%
600.3333333	1	< 0.1%
600.25	1	< 0.1%
600.1666667	1	< 0.1%
600.0833333	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10306.03744

Minimum	0
Maximum	20001
Zeros	1533
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8000
median	12001
Q3	14000
95-th percentile	19999
Maximum	20001
Range	20001
Interquartile range (IQR)	6000

Descriptive statistics

Standard deviation	6188.454101
Coefficient of variation (CV)	0.600468816
Kurtosis	-0.7963008249
Mean	10306.03744
Median Absolute Deviation (MAD)	3998
Skewness	-0.5427095009
Sum	74316836
Variance	38296964.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	1533	21.3%
12001	1236	17.1%
15999	931	12.9%
14000	804	11.1%
9998	737	10.2%
8000	677	9.4%
18000	403	5.6%
20001	271	3.8%
13999	256	3.6%
7999	242	3.4%
Other values (5)	121	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1533	21.3%
1654	1	< 0.1%
1925	1	< 0.1%
7999	242	3.4%
8000	677	9.4%
9998	737	10.2%
12001	1236	17.1%
13999	256	3.6%
14000	804	11.1%
15999	931	12.9%

Value	Count	Frequency (%)
20001	271	3.8%
19999	105	1.5%
18000	403	5.6%
17998	13	0.2%
16784	1	< 0.1%
15999	931	12.9%
14000	804	11.1%
13999	256	3.6%
12001	1236	17.1%
9998	737	10.2%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	63
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.11037304

Minimum	22.8
Maximum	25.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.8
5-th percentile	23.5
Q1	23.5
median	23.8
Q3	24.6
95-th percentile	25.5
Maximum	25.9
Range	3.1
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.6711773761
Coefficient of variation (CV)	0.02783770185
Kurtosis	-0.02335884179
Mean	24.11037304
Median Absolute Deviation (MAD)	0.3
Skewness	0.8868034638
Sum	173859.9
Variance	0.4504790703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	1904	26.4%
23.8	806	11.2%
23.9	737	10.2%
24.6	606	8.4%
24.5	575	8.0%
23.6	541	7.5%
25.1	367	5.1%
24.7	247	3.4%
24.9	215	3.0%
25.9	186	2.6%
Other values (53)	1027	14.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8	26	0.4%
22.85	1	< 0.1%
22.9	2	< 0.1%
22.95	1	< 0.1%
23	4	0.1%
23.05	1	< 0.1%
23.1	37	0.5%
23.15	1	< 0.1%
23.2	28	0.4%
23.25	1	< 0.1%

Value	Count	Frequency (%)
25.9	186	2.6%
25.85	2	< 0.1%
25.8	87	1.2%
25.75	2	< 0.1%
25.7	46	0.6%
25.65	2	< 0.1%
25.6	14	0.2%
25.55	2	< 0.1%
25.5	24	0.3%
25.45	2	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.9629039

Minimum	22.5
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.6
Q1	22.7
median	22.8
Q3	23.2
95-th percentile	23.5
Maximum	23.5
Range	1
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.313666252
Coefficient of variation (CV)	0.0136596945
Kurtosis	-0.9203276663
Mean	22.9629039
Median Absolute Deviation (MAD)	0.1
Skewness	0.6422298268
Sum	165585.5
Variance	0.09838651767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
22.7	2292	31.8%
23.5	1320	18.3%
22.8	928	12.9%
23	783	10.9%
23.1	478	6.6%
22.9	458	6.4%
23.2	361	5.0%
22.5	316	4.4%
23.4	163	2.3%
22.6	99	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	316	4.4%
22.6	99	1.4%
22.7	2292	31.8%
22.8	928	12.9%
22.9	458	6.4%
23	783	10.9%
23.1	478	6.6%
23.2	361	5.0%
23.3	13	0.2%
23.4	163	2.3%

Value	Count	Frequency (%)
23.5	1320	18.3%
23.4	163	2.3%
23.3	13	0.2%
23.2	361	5.0%
23.1	478	6.6%
23	783	10.9%
22.9	458	6.4%
22.8	928	12.9%
22.7	2292	31.8%
22.6	99	1.4%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.95017335

Minimum	22.5
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.5
Q1	22.7
median	22.8
Q3	23.1
95-th percentile	23.5
Maximum	23.5
Range	1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3153729455
Coefficient of variation (CV)	0.01374163675
Kurtosis	-0.8154943816
Mean	22.95017335
Median Absolute Deviation (MAD)	0.1
Skewness	0.7236395273
Sum	165493.7
Variance	0.09946009477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
22.7	2294	31.8%
23.5	1330	18.4%
22.8	1013	14.0%
22.9	774	10.7%
23	468	6.5%
23.1	459	6.4%
22.5	392	5.4%
23.2	260	3.6%
23.4	156	2.2%
22.6	57	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	392	5.4%
22.6	57	0.8%
22.7	2294	31.8%
22.8	1013	14.0%
22.9	774	10.7%
23	468	6.5%
23.1	459	6.4%
23.2	260	3.6%
23.3	8	0.1%
23.4	156	2.2%

Value	Count	Frequency (%)
23.5	1330	18.4%
23.4	156	2.2%
23.3	8	0.1%
23.2	260	3.6%
23.1	459	6.4%
23	468	6.5%
22.9	774	10.7%
22.8	1013	14.0%
22.7	2294	31.8%
22.6	57	0.8%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.25103314

Minimum	22.8
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.8
5-th percentile	22.9
Q1	22.9
median	23.2
Q3	23.5
95-th percentile	23.8
Maximum	23.8
Range	1
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.3163022754
Coefficient of variation (CV)	0.01360379444
Kurtosis	-1.30476131
Mean	23.25103314
Median Absolute Deviation (MAD)	0.3
Skewness	0.2321495208
Sum	167663.2
Variance	0.1000471294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
22.9	1868	25.9%
23.1	1114	15.4%
23.5	738	10.2%
23.6	728	10.1%
23.3	596	8.3%
23.8	549	7.6%
23.4	519	7.2%
23.7	384	5.3%
22.8	326	4.5%
23.2	253	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8	326	4.5%
22.9	1868	25.9%
23	136	1.9%
23.1	1114	15.4%
23.2	253	3.5%
23.3	596	8.3%
23.4	519	7.2%
23.5	738	10.2%
23.6	728	10.1%
23.7	384	5.3%

Value	Count	Frequency (%)
23.8	549	7.6%
23.7	384	5.3%
23.6	728	10.1%
23.5	738	10.2%
23.4	519	7.2%
23.3	596	8.3%
23.2	253	3.5%
23.1	1114	15.4%
23	136	1.9%
22.9	1868	25.9%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.2584385

Minimum	23
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23
median	23.1
Q3	23.6
95-th percentile	23.7
Maximum	23.7
Range	0.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.2739230628
Coefficient of variation (CV)	0.01177736256
Kurtosis	-1.484996456
Mean	23.2584385
Median Absolute Deviation (MAD)	0.1
Skewness	0.4311199444
Sum	167716.6
Variance	0.07503384431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
23	3139	43.5%
23.6	1133	15.7%
23.7	803	11.1%
23.4	547	7.6%
23.1	488	6.8%
23.3	445	6.2%
23.2	358	5.0%
23.5	298	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	3139	43.5%
23.1	488	6.8%
23.2	358	5.0%
23.3	445	6.2%
23.4	547	7.6%
23.5	298	4.1%
23.6	1133	15.7%
23.7	803	11.1%

Value	Count	Frequency (%)
23.7	803	11.1%
23.6	1133	15.7%
23.5	298	4.1%
23.4	547	7.6%
23.3	445	6.2%
23.2	358	5.0%
23.1	488	6.8%
23	3139	43.5%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.21184302

Minimum	22.9
Maximum	23.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.9
5-th percentile	22.9
Q1	23
median	23.2
Q3	23.4
95-th percentile	23.6
Maximum	23.6
Range	0.7
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2105170329
Coefficient of variation (CV)	0.009069380346
Kurtosis	-1.189053796
Mean	23.21184302
Median Absolute Deviation (MAD)	0.2
Skewness	0.2715261933
Sum	167380.6
Variance	0.04431742112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
23	1906	26.4%
23.4	1267	17.6%
23.2	975	13.5%
23.1	848	11.8%
23.5	637	8.8%
23.3	602	8.3%
22.9	491	6.8%
23.6	485	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.9	491	6.8%
23	1906	26.4%
23.1	848	11.8%
23.2	975	13.5%
23.3	602	8.3%
23.4	1267	17.6%
23.5	637	8.8%
23.6	485	6.7%

Value	Count	Frequency (%)
23.6	485	6.7%
23.5	637	8.8%
23.4	1267	17.6%
23.3	602	8.3%
23.2	975	13.5%
23.1	848	11.8%
23	1906	26.4%
22.9	491	6.8%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.85656636

Minimum	22.3
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.3
5-th percentile	22.4
Q1	22.6
median	22.7
Q3	23
95-th percentile	23.5
Maximum	23.5
Range	1.2
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3592364732
Coefficient of variation (CV)	0.01571699212
Kurtosis	-0.6283139029
Mean	22.85656636
Median Absolute Deviation (MAD)	0.1
Skewness	0.7639671415
Sum	164818.7
Variance	0.1290508437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
22.6	1939	26.9%
23.5	1279	17.7%
22.7	1017	14.1%
22.8	772	10.7%
22.9	506	7.0%
23	466	6.5%
22.5	428	5.9%
22.3	312	4.3%
23.1	197	2.7%
23.4	149	2.1%
Other values (3)	146	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.3	312	4.3%
22.4	86	1.2%
22.5	428	5.9%
22.6	1939	26.9%
22.7	1017	14.1%
22.8	772	10.7%
22.9	506	7.0%
23	466	6.5%
23.1	197	2.7%
23.2	14	0.2%

Value	Count	Frequency (%)
23.5	1279	17.7%
23.4	149	2.1%
23.3	46	0.6%
23.2	14	0.2%
23.1	197	2.7%
23	466	6.5%
22.9	506	7.0%
22.8	772	10.7%
22.7	1017	14.1%
22.6	1939	26.9%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.98786576

Minimum	22.7
Maximum	23.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.7
5-th percentile	22.7
Q1	22.7
median	22.9
Q3	23.3
95-th percentile	23.4
Maximum	23.4
Range	0.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.2804761787
Coefficient of variation (CV)	0.01220105344
Kurtosis	-1.503404643
Mean	22.98786576
Median Absolute Deviation (MAD)	0.2
Skewness	0.3503115119
Sum	165765.5
Variance	0.07866688683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
22.7	2667	37.0%
23.4	1491	20.7%
22.9	935	13.0%
23.2	705	9.8%
23.1	400	5.5%
22.8	395	5.5%
23.3	359	5.0%
23	259	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	2667	37.0%
22.8	395	5.5%
22.9	935	13.0%
23	259	3.6%
23.1	400	5.5%
23.2	705	9.8%
23.3	359	5.0%
23.4	1491	20.7%

Value	Count	Frequency (%)
23.4	1491	20.7%
23.3	359	5.0%
23.2	705	9.8%
23.1	400	5.5%
23	259	3.6%
22.9	935	13.0%
22.8	395	5.5%
22.7	2667	37.0%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	87
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.56684232

Minimum	23.1
Maximum	27.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	23.1
5-th percentile	24
Q1	24.4
median	25.6
Q3	26.55
95-th percentile	27
Maximum	27.4
Range	4.3
Interquartile range (IQR)	2.15

Descriptive statistics

Standard deviation	1.061651031
Coefficient of variation (CV)	0.04152452688
Kurtosis	-1.258377238
Mean	25.56684232
Median Absolute Deviation (MAD)	1
Skewness	-0.2145489395
Sum	184362.5
Variance	1.127102913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.3	611	8.5%
24.2	476	6.6%
26.6	416	5.8%
26.5	372	5.2%
25.4	367	5.1%
25.5	346	4.8%
24.4	337	4.7%
26.7	320	4.4%
26.8	319	4.4%
25.6	288	4.0%
Other values (77)	3359	46.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.1	21	0.3%
23.15	1	< 0.1%
23.2	8	0.1%
23.25	1	< 0.1%
23.3	19	0.3%
23.35	1	< 0.1%
23.4	36	0.5%
23.45	1	< 0.1%
23.5	41	0.6%
23.55	4	0.1%

Value	Count	Frequency (%)
27.4	39	0.5%
27.35	4	0.1%
27.3	22	0.3%
27.25	4	0.1%
27.2	79	1.1%
27.15	6	0.1%
27.1	129	1.8%
27.05	16	0.2%
27	186	2.6%
26.95	20	0.3%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	40
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.30285675

Minimum	22.5
Maximum	26.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.6
Q1	22.8
median	23.2
Q3	23.6
95-th percentile	25.4
Maximum	26.4
Range	3.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.7545351694
Coefficient of variation (CV)	0.03237951371
Kurtosis	6.874165278
Mean	23.30285675
Median Absolute Deviation (MAD)	0.4
Skewness	2.44077015
Sum	168036.9
Variance	0.5693233219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
22.6	958	13.3%
23.4	643	8.9%
22.9	618	8.6%
23.6	618	8.6%
22.7	603	8.4%
23	554	7.7%
23.1	470	6.5%
23.2	443	6.1%
23.7	434	6.0%
23.3	395	5.5%
Other values (30)	1475	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	46	0.6%
22.6	958	13.3%
22.7	603	8.4%
22.8	257	3.6%
22.9	618	8.6%
23	554	7.7%
23.1	470	6.5%
23.2	443	6.1%
23.3	395	5.5%
23.4	643	8.9%

Value	Count	Frequency (%)
26.4	26	0.4%
26.3	101	1.4%
26.2	39	0.5%
26.1	42	0.6%
26	56	0.8%
25.9	38	0.5%
25.8	27	0.4%
25.7	11	0.2%
25.6	9	0.1%
25.5	6	0.1%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.19169325

Minimum	22.2
Maximum	24.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	22.2
5-th percentile	22.4
Q1	22.7
median	23.3
Q3	23.6
95-th percentile	23.9
Maximum	24.1
Range	1.9
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.5235047296
Coefficient of variation (CV)	0.02257294127
Kurtosis	-1.335966311
Mean	23.19169325
Median Absolute Deviation (MAD)	0.5
Skewness	-0.1643768534
Sum	167235.3
Variance	0.2740572019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
22.5	674	9.3%
23.3	637	8.8%
23.6	563	7.8%
23.7	553	7.7%
22.6	503	7.0%
23.8	500	6.9%
23.5	487	6.8%
23.9	486	6.7%
22.7	411	5.7%
23.2	371	5.1%
Other values (10)	2026	28.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2	21	0.3%
22.3	184	2.6%
22.4	368	5.1%
22.5	674	9.3%
22.6	503	7.0%
22.7	411	5.7%
22.8	231	3.2%
22.9	313	4.3%
23	133	1.8%
23.1	181	2.5%

Value	Count	Frequency (%)
24.1	51	0.7%
24	208	2.9%
23.9	486	6.7%
23.8	500	6.9%
23.7	553	7.7%
23.6	563	7.8%
23.5	487	6.8%
23.4	336	4.7%
23.3	637	8.8%
23.2	371	5.1%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.88520316

Minimum	21.9
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	21.9
5-th percentile	22.2
Q1	22.5
median	22.8
Q3	23.3
95-th percentile	23.6
Maximum	23.8
Range	1.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.4518955572
Coefficient of variation (CV)	0.01974618945
Kurtosis	-1.097084422
Mean	22.88520316
Median Absolute Deviation (MAD)	0.4
Skewness	0.1134768875
Sum	165025.2
Variance	0.2042095946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
22.5	939	13.0%
22.7	782	10.8%
23.3	701	9.7%
22.4	678	9.4%
23.4	541	7.5%
23.5	458	6.4%
22.8	396	5.5%
22.6	391	5.4%
23	369	5.1%
22.9	299	4.1%
Other values (10)	1657	23.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.9	33	0.5%
22	119	1.7%
22.1	91	1.3%
22.2	173	2.4%
22.3	201	2.8%
22.4	678	9.4%
22.5	939	13.0%
22.6	391	5.4%
22.7	782	10.8%
22.8	396	5.5%

Value	Count	Frequency (%)
23.8	26	0.4%
23.7	213	3.0%
23.6	270	3.7%
23.5	458	6.4%
23.4	541	7.5%
23.3	701	9.7%
23.2	242	3.4%
23.1	289	4.0%
23	369	5.1%
22.9	299	4.1%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	261
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.01856885

Minimum	0
Maximum	48.4
Zeros	26
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	56.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.7
Q1	11.8
median	19.4
Q3	25.2
95-th percentile	43
Maximum	48.4
Range	48.4
Interquartile range (IQR)	13.4

Descriptive statistics

Standard deviation	10.70927375
Coefficient of variation (CV)	0.5349670012
Kurtosis	0.2631320318
Mean	20.01856885
Median Absolute Deviation (MAD)	7.3
Skewness	0.8173289308
Sum	144353.9
Variance	114.6885442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.9	451	6.3%
6.7	407	5.6%
7.2	331	4.6%
11.8	320	4.4%
13	258	3.6%
20.2	245	3.4%
11.3	202	2.8%
25	196	2.7%
39.1	173	2.4%
48.4	167	2.3%
Other values (251)	4461	61.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	0.4%
0.85	1	< 0.1%
1.7	2	< 0.1%
2.55	1	< 0.1%
3.4	4	0.1%
3.6	21	0.3%
3.75	1	< 0.1%
4.1	6	0.1%
4.45	1	< 0.1%
4.6	12	0.2%

Value	Count	Frequency (%)
48.4	167	2.3%
47.9	19	0.3%
47.55	1	< 0.1%
47.2	70	1.0%
47.1	13	0.2%
47.05	1	< 0.1%
46.7	2	< 0.1%
46.6	14	0.2%
46.25	1	< 0.1%
46.2	2	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12
0	0.000000	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
1	0.083333	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
2	0.166667	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
3	0.250000	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
4	0.333333	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	22.0
5	0.416667	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
6	0.500000	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.8	22.2	22.0
7	0.583333	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9
8	0.666667	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.8	22.2	21.9
9	0.750000	22.8	22.8	22.8	22.9	23.0	23.6	22.8	22.8	23.1	25.9	22.2	21.9

Last rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
7201	600.083333	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.40	22.9	23.1	22.7	19.9
7202	600.166667	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.40	22.9	23.2	22.7	19.9
7203	600.250000	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.40	22.9	23.1	22.7	19.9
7204	600.333333	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.40	22.9	23.1	22.7	19.9
7205	600.416667	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.40	22.8	23.1	22.7	19.9
7206	600.500000	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.35	22.9	23.1	22.7	19.9
7207	600.583333	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.30	22.9	23.1	22.7	19.9
7208	600.666667	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.30	22.9	23.1	22.7	19.9
7209	600.750000	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.30	22.9	23.1	22.7	19.9
7210	600.833333	23.5	23.5	23.5	23.5	23.6	23.6	23.5	23.4	25.30	22.8	23.1	22.7	19.9

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows